Nope. The only iPod that can do this were the iPod Classic and the old nanos (before the current one).
It's a sad thing that Apple touted iOS as the "best iPod," yet it cannot even do what the classic can.
I think there's an app that allows you to do this (forget its name), but then you are using a much less polished 3rd party player, not the main music app.